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AI Automation

AI Automation & Workflow Orchestration

Designed and deployed AI agents and end-to-end automation workflows with n8n and LLMs to eliminate manual, repetitive business processes — cutting turnaround time and freeing the team to focus on higher-value work.

AI Automation Architect2026 Share on LinkedIn
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Overview

A growing operations team was drowning in repetitive, manual tasks — copying data between systems, triaging inbound messages, and chasing follow-ups by hand. The goal was to design an AI-powered automation layer that could handle these workflows reliably, 24/7, without adding headcount. [Replace with your own overview.]

The Challenge

Data lived in disconnected tools, and every process depended on someone manually moving information from A to B. This created bottlenecks, delayed responses, and a high risk of human error. Any solution had to integrate with existing systems, be resilient to failures, and require minimal ongoing maintenance. [Replace with the real problem you solved.]

The Solution

I built a suite of automation workflows in n8n, orchestrating triggers, data transformations, and integrations across the client stack. Where judgment was needed — classification, summarization, drafting replies — I layered in LLM-powered steps with carefully engineered prompts and guardrails, so the AI acted consistently and safely. [Replace with your implementation details.]

Architecture

Event-driven workflows in n8n handle orchestration and integration; LLM nodes handle language tasks; and REST/webhook connections tie everything to the source systems. Retries, error branches, and logging make the pipeline observable and self-healing. [Describe your architecture — or swap the hero for an architecture diagram.]

Results

80%
Manual work eliminated
24/7
Always-on processing
10x
Faster turnaround

Tech Stack

n8nLLMs / GPTREST APIsWebhooksJavaScriptNetSuite

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